| 
						
						
							
								
							
						
						
					 | 
				
				 | 
				
					@ -5,19 +5,19 @@ ggcorrplot<-function(df, var, color="#FFFFFF00", stat="signif", tri="all"){ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  order<- mcor %>% as.data.frame() %>% add_column(Var1=rownames(mcor),.before=1) %>% clustsort | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  mor<-mcor[order$y, order$x] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  mcor<-mcor[order$y, order$x] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  mpval<-mpval[order$y, order$x] | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  df<-mcor %>% as.data.frame() | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  if (tri == "lower"){ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    df[lower.tri(df, diag=T)]<-NA | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    df[lower.tri(df, diag=F)]<-NA | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  } | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  df<-df %>% add_column(Var1=rownames(mcor),.before=1) %>% | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    gather(Var2, Value, -Var1) %>% filter(!is.na(Value)) | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					
 | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  df.pval<-mpval %>% as.data.frame() | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  if (tri == "lower"){ | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    df.pval[lower.tri(df.pval, diag=T)]<-NA | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    df.pval[lower.tri(df.pval, diag=F)]<-NA | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  } | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					  df.pval<-df.pval %>% add_column(Var1=rownames(mpval),.before=1) %>% | 
				
			
			
		
	
		
			
				
					 | 
					 | 
				
				 | 
				
					    gather(Var2, Value, -Var1) %>% filter(!is.na(Value)) | 
				
			
			
		
	
	
		
			
				
					| 
						
							
								
							
						
						
						
					 | 
				
				 | 
				
					
 |